@Article{egusphere-2026-4171,
AUTHOR = {Valatsou, M. and Degen, D. and Dannberg, J. and Gassm\"oller, R. and Wellmann, F.},
TITLE = {Physics-Based Machine Learning: Opportunities and Challenges for Mantle Convection},
JOURNAL = {EGUsphere},
VOLUME = {2026},
YEAR = {2026},
PAGES = {1--28},
URL = {https://egusphere.copernicus.org/preprints/2026/egusphere-2026-4171/},
DOI = {10.5194/egusphere-2026-4171}
}